Inside One LLM API Call: GPU Metrics on Qwen3-8B
A technical deep-dive measures exactly what happens on a GPU during a single LLM API call with Qwen3-8B — from tokenization and prefill to the decode loop and KV cache — revealing the real mechanics behind generative inference.